With this one and a half day symposium, we aim to facilitate discussion between leading neuroscientists and roboticists interested in discovering algorithms for selecting and executing actions. The speakers will describe state-of-the-art studies investigating action selection, decision-making, motor control, cognition, active sensing, and multimodal integration in flies, rodents, models, and robots.